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12/13/2018
Stochastic Image Deformation in Frequency Domain and Parameter Estimation using Moment Evolutions
Modelling deformation of anatomical objects observed in medical images c...
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05/19/2018
Latent Space Non-Linear Statistics
Given data, deep generative models, such as variational autoencoders (VA...
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12/22/2017
Differential geometry and stochastic dynamics with deep learning numerics
In this paper, we demonstrate how deterministic and stochastic dynamics ...
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06/15/2017
Computational Anatomy in Theano
To model deformation of anatomical shapes, non-linear statistics are req...
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05/31/2017
Bridge Simulation and Metric Estimation on Landmark Manifolds
We present an inference algorithm and connected Monte Carlo based estima...
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03/01/2017
Stochastic Development Regression on Non-Linear Manifolds
We introduce a regression model for data on non-linear manifolds. The mo...
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04/18/2016